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b/src/adverse_weather_classification/train.py index 8822b6b..8eaeea6 100644 --- a/src/adverse_weather_classification/train.py +++ b/src/adverse_weather_classification/train.py @@ -7,13 +7,18 @@ from tensorflow import keras from tensorflow.keras.preprocessing.image import ImageDataGenerator from tensorflow.keras.callbacks import ModelCheckpoint -from mock import Mock import matplotlib.pyplot as plt +from mock import Mock +from sklearn.metrics import classification_report, confusion_matrix +num_of_test_samples = 0 +for root_dir, cur_dir, files in os.walk(r"D:\Set\test"): + num_of_test_samples += len(files) +print('num_of_test_samples count:', num_of_test_samples) class TrainHyperParameters: - def __init__(self, input_shape: Tuple[int, int, int] = (256, 256, 3), number_of_classes: int = 2, - learning_rate: float = 0.001, batch_size: int = 32, number_of_epochs: int = 3) -> None: + def __init__(self, input_shape: Tuple[int, int, int] = (256, 256, 3), number_of_classes: int = 4, + learning_rate: float = 0.001, batch_size: int = 32, number_of_epochs: int = 5) -> None: self.hyperparameters = Mock() self.hyperparameters.input_shape = input_shape self.hyperparameters.number_of_classes = number_of_classes @@ -59,13 +64,19 @@ def model_builder(self): # Define the model architecture self.model = keras.models.Sequential([ keras.layers.Conv2D(32, (3, 3), activation='relu', input_shape=self.hyperparameters.input_shape), + keras.layers.Conv2D(32, (3, 3), activation='relu'), keras.layers.MaxPooling2D((2, 2)), + keras.layers.Dropout(0.25), + keras.layers.Conv2D(64, (3, 3), activation='relu'), keras.layers.Conv2D(64, (3, 3), activation='relu'), keras.layers.MaxPooling2D((2, 2)), - keras.layers.Conv2D(128, (3, 3), activation='relu'), + keras.layers.Dropout(0.25), + keras.layers.Conv2D(64, (3, 3), activation='relu'), + keras.layers.Conv2D(64, (3, 3), activation='relu'), keras.layers.MaxPooling2D((2, 2)), + keras.layers.Dropout(0.25), keras.layers.Flatten(), - keras.layers.Dense(128, activation='relu'), + keras.layers.Dense(512, activation='relu'), keras.layers.Dropout(0.5), keras.layers.Dense(self.hyperparameters.number_of_classes, activation='softmax') ]) @@ -106,6 +117,14 @@ def train(self, train_generator, test_generator): # plot loss and accuracy on train and validation set self.plot_history(history) + Y_predicton = self.model.predict_generator(test_generator, num_of_test_samples // self.hyperparameters.batch_size+1) + y_prediction = np.argmax(Y_predicton, axis=1) + print(confusion_matrix(test_generator.classes, y_prediction)) + target_names = ['ClearNoon', 'ClearSunset','fog','HardRainSunset'] + print(classification_report(test_generator.classes, y_prediction, target_names=target_names)) + + + def plot_history(self, history): matplotlib.use('Agg') plt.figure(figsize=(10, 5)) @@ -127,7 +146,8 @@ def exec(self): self.train(train_generator, test_generator) -if __name__ == '__main__': - data_dir_ = '/home/ahv/PycharmProjects/Visual-Inertial-Odometry/simulation/CARLA/output/root_dir' +if __name__ == '__main__': + data_dir_ = r"D:\Set" train_custom_cnn = TrainCustomCNN(data_dir_) train_custom_cnn.exec() + diff --git a/src/adverse_weather_classification/weather_classification.py b/src/adverse_weather_classification/weather_classification.py index 777ddfe..1c8a2d5 100644 --- a/src/adverse_weather_classification/weather_classification.py +++ b/src/adverse_weather_classification/weather_classification.py @@ -12,7 +12,7 @@ def __init__(self, model_path, model_input_size: Tuple[int, int] = (256, 256)) - self.model = None self.model_path = model_path self.model_input_size = model_input_size - self.class_labels = ['day', 'night'] + self.class_labels = ['ClearNoon', 'ClearSunset','fog','HardRainSunset'] def load(self): start_time = time.time() @@ -40,8 +40,8 @@ def exec(self, frame: np.ndarray) -> str: if __name__ == "__main__": - img_dir = "/home/ahv/PycharmProjects/Visual-Inertial-Odometry/simulation/CARLA/output/root_dir/testing_imgs" - model_path_ = "/src/adverse_weather_classification/output/checkpoints/best_model.h5" + img_dir = r"D:\Set\TestFinal" + model_path_ = r"D:\output\checkpoints\best_model.h5" adverse_weather_classifier = AdverseWeatherClassifier(model_path_) adverse_weather_classifier.load() for root, dirs, files in os.walk(img_dir):